Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 22080 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.9 MiB |
| Average record size in memory | 752.9 B |
Variable types
| Numeric | 7 |
|---|---|
| Text | 5 |
| Categorical | 8 |
age is highly overall correlated with overall and 1 other fields | High correlation |
club_overall is highly overall correlated with overall and 1 other fields | High correlation |
height_cm is highly overall correlated with weight_lbs | High correlation |
overall is highly overall correlated with age and 3 other fields | High correlation |
player_id is highly overall correlated with age and 1 other fields | High correlation |
position is highly overall correlated with pref_foot and 1 other fields | High correlation |
potential is highly overall correlated with club_overall and 1 other fields | High correlation |
pref_foot is highly overall correlated with position | High correlation |
skill_moves is highly overall correlated with position | High correlation |
weight_lbs is highly overall correlated with height_cm | High correlation |
international_reputation is highly imbalanced (83.8%) | Imbalance |
player_id has unique values | Unique |
Reproduction
| Analysis started | 2025-08-14 00:22:14.344054 |
|---|---|
| Analysis finished | 2025-08-14 00:22:17.100268 |
| Duration | 2.76 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
player_id
Real number (ℝ)
High correlation Unique
| Distinct | 22080 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 238806.67 |
| Minimum | 1179 |
|---|---|
| Maximum | 275460 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 1179 |
|---|---|
| 5-th percentile | 186597.85 |
| Q1 | 222433.25 |
| median | 243590 |
| Q3 | 262079.5 |
| 95-th percentile | 272842.1 |
| Maximum | 275460 |
| Range | 274281 |
| Interquartile range (IQR) | 39646.25 |
Descriptive statistics
| Standard deviation | 28565.189 |
|---|---|
| Coefficient of variation (CV) | 0.11961638 |
| Kurtosis | 2.4450403 |
| Mean | 238806.67 |
| Median Absolute Deviation (MAD) | 19415.5 |
| Skewness | -1.1282007 |
| Sum | 5.2728512 × 109 |
| Variance | 8.1597 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 268103 | 1 | < 0.1% |
| 264783 | 1 | < 0.1% |
| 269395 | 1 | < 0.1% |
| 266090 | 1 | < 0.1% |
| 271466 | 1 | < 0.1% |
| 264300 | 1 | < 0.1% |
| 261759 | 1 | < 0.1% |
| 271752 | 1 | < 0.1% |
| 264146 | 1 | < 0.1% |
| 271078 | 1 | < 0.1% |
| Other values (22070) | 22070 |
| Value | Count | Frequency (%) |
| 1179 | 1 | |
| 2147 | 1 | |
| 3467 | 1 | |
| 18115 | 1 | |
| 18122 | 1 | |
| 19541 | 1 | |
| 20801 | 1 | |
| 24630 | 1 | |
| 25798 | 1 | |
| 41236 | 1 |
| Value | Count | Frequency (%) |
| 275460 | 1 | |
| 275448 | 1 | |
| 275447 | 1 | |
| 275445 | 1 | |
| 275444 | 1 | |
| 275442 | 1 | |
| 275441 | 1 | |
| 275440 | 1 | |
| 275439 | 1 | |
| 275438 | 1 |
player_name
Text
| Distinct | 22045 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
Length
| Max length | 48 |
|---|---|
| Median length | 39 |
| Mean length | 18.074185 |
| Min length | 2 |
Unique
| Unique | 22011 ? |
|---|---|
| Unique (%) | 99.7% |
Sample
| 1st row | Kylian Mbappé Lottin |
|---|---|
| 2nd row | Kevin De Bruyne |
| 3rd row | Robert Lewandowski |
| 4th row | Karim Benzema |
| 5th row | Lionel Andrés Messi Cuccittini |
| Value | Count | Frequency (%) |
| daniel | 328 | 0.6% |
| david | 315 | 0.5% |
| josé | 304 | 0.5% |
| de | 284 | 0.5% |
| al | 221 | 0.4% |
| silva | 219 | 0.4% |
| juan | 194 | 0.3% |
| james | 186 | 0.3% |
| carlos | 185 | 0.3% |
| alexander | 176 | 0.3% |
| Other values (23638) | 56501 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 39591 | 9.9% |
| 36833 | 9.2% | |
| e | 30768 | 7.7% |
| o | 25853 | 6.5% |
| i | 25647 | 6.4% |
| n | 25268 | 6.3% |
| r | 24990 | 6.3% |
| l | 18220 | 4.6% |
| s | 15628 | 3.9% |
| u | 10943 | 2.7% |
| Other values (1057) | 145337 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 399078 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 39591 | 9.9% |
| 36833 | 9.2% | |
| e | 30768 | 7.7% |
| o | 25853 | 6.5% |
| i | 25647 | 6.4% |
| n | 25268 | 6.3% |
| r | 24990 | 6.3% |
| l | 18220 | 4.6% |
| s | 15628 | 3.9% |
| u | 10943 | 2.7% |
| Other values (1057) | 145337 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 399078 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 39591 | 9.9% |
| 36833 | 9.2% | |
| e | 30768 | 7.7% |
| o | 25853 | 6.5% |
| i | 25647 | 6.4% |
| n | 25268 | 6.3% |
| r | 24990 | 6.3% |
| l | 18220 | 4.6% |
| s | 15628 | 3.9% |
| u | 10943 | 2.7% |
| Other values (1057) | 145337 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 399078 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 39591 | 9.9% |
| 36833 | 9.2% | |
| e | 30768 | 7.7% |
| o | 25853 | 6.5% |
| i | 25647 | 6.4% |
| n | 25268 | 6.3% |
| r | 24990 | 6.3% |
| l | 18220 | 4.6% |
| s | 15628 | 3.9% |
| u | 10943 | 2.7% |
| Other values (1057) | 145337 |
age
Real number (ℝ)
High correlation
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.894112 |
| Minimum | 16 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 21 |
| median | 24 |
| Q3 | 28 |
| 95-th percentile | 34 |
| Maximum | 44 |
| Range | 28 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.8911168 |
|---|---|
| Coefficient of variation (CV) | 0.19647685 |
| Kurtosis | -0.49524476 |
| Mean | 24.894112 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.43312981 |
| Sum | 549662 |
| Variance | 23.923023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 22 | 1900 | 8.6% |
| 21 | 1694 | 7.7% |
| 20 | 1574 | 7.1% |
| 25 | 1494 | 6.8% |
| 23 | 1492 | 6.8% |
| 26 | 1480 | 6.7% |
| 24 | 1474 | 6.7% |
| 19 | 1404 | 6.4% |
| 27 | 1218 | 5.5% |
| 30 | 1201 | 5.4% |
| Other values (18) | 7149 |
| Value | Count | Frequency (%) |
| 16 | 165 | 0.7% |
| 17 | 511 | 2.3% |
| 18 | 1039 | |
| 19 | 1404 | |
| 20 | 1574 | |
| 21 | 1694 | |
| 22 | 1900 | |
| 23 | 1492 | |
| 24 | 1474 | |
| 25 | 1494 |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 42 | 2 | < 0.1% |
| 41 | 12 | 0.1% |
| 40 | 18 | 0.1% |
| 39 | 37 | 0.2% |
| 38 | 83 | 0.4% |
| 37 | 106 | 0.5% |
| 36 | 171 | 0.8% |
| 35 | 266 | |
| 34 | 440 |
country
Text
| Distinct | 164 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
Length
| Max length | 24 |
|---|---|
| Median length | 22 |
| Mean length | 7.7622283 |
| Min length | 4 |
Unique
| Unique | 20 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | France |
|---|---|
| 2nd row | Belgium |
| 3rd row | Poland |
| 4th row | France |
| 5th row | Argentina |
| Value | Count | Frequency (%) |
| england | 1812 | 7.0% |
| germany | 1299 | 5.0% |
| argentina | 1189 | 4.6% |
| spain | 1149 | 4.5% |
| france | 1033 | 4.0% |
| republic | 965 | 3.7% |
| brazil | 840 | 3.3% |
| italy | 673 | 2.6% |
| ireland | 535 | 2.1% |
| united | 531 | 2.1% |
| Other values (182) | 15709 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 23285 | 13.6% |
| n | 16464 | 9.6% |
| e | 13950 | 8.1% |
| r | 11990 | 7.0% |
| i | 11484 | 6.7% |
| l | 9839 | 5.7% |
| o | 6634 | 3.9% |
| d | 6472 | 3.8% |
| t | 6270 | 3.7% |
| u | 5863 | 3.4% |
| Other values (45) | 59139 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 171390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 23285 | 13.6% |
| n | 16464 | 9.6% |
| e | 13950 | 8.1% |
| r | 11990 | 7.0% |
| i | 11484 | 6.7% |
| l | 9839 | 5.7% |
| o | 6634 | 3.9% |
| d | 6472 | 3.8% |
| t | 6270 | 3.7% |
| u | 5863 | 3.4% |
| Other values (45) | 59139 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 171390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 23285 | 13.6% |
| n | 16464 | 9.6% |
| e | 13950 | 8.1% |
| r | 11990 | 7.0% |
| i | 11484 | 6.7% |
| l | 9839 | 5.7% |
| o | 6634 | 3.9% |
| d | 6472 | 3.8% |
| t | 6270 | 3.7% |
| u | 5863 | 3.4% |
| Other values (45) | 59139 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 171390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 23285 | 13.6% |
| n | 16464 | 9.6% |
| e | 13950 | 8.1% |
| r | 11990 | 7.0% |
| i | 11484 | 6.7% |
| l | 9839 | 5.7% |
| o | 6634 | 3.9% |
| d | 6472 | 3.8% |
| t | 6270 | 3.7% |
| u | 5863 | 3.4% |
| Other values (45) | 59139 |
height_cm
Real number (ℝ)
High correlation
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.39189 |
| Minimum | 155 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 155 |
|---|---|
| 5-th percentile | 170 |
| Q1 | 176 |
| median | 181 |
| Q3 | 186 |
| 95-th percentile | 193 |
| Maximum | 206 |
| Range | 51 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.8522744 |
|---|---|
| Coefficient of variation (CV) | 0.037776078 |
| Kurtosis | -0.31104383 |
| Mean | 181.39189 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.021494583 |
| Sum | 4005133 |
| Variance | 46.953664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 180 | 1721 | 7.8% |
| 185 | 1544 | 7.0% |
| 178 | 1470 | 6.7% |
| 175 | 1295 | 5.9% |
| 183 | 1272 | 5.8% |
| 188 | 1122 | 5.1% |
| 182 | 1034 | 4.7% |
| 186 | 906 | 4.1% |
| 184 | 898 | 4.1% |
| 177 | 851 | 3.9% |
| Other values (39) | 9967 |
| Value | Count | Frequency (%) |
| 155 | 1 | < 0.1% |
| 156 | 3 | < 0.1% |
| 158 | 3 | < 0.1% |
| 160 | 6 | < 0.1% |
| 161 | 8 | < 0.1% |
| 162 | 15 | 0.1% |
| 163 | 34 | |
| 164 | 34 | |
| 165 | 84 | |
| 166 | 67 |
| Value | Count | Frequency (%) |
| 206 | 2 | < 0.1% |
| 204 | 2 | < 0.1% |
| 203 | 7 | < 0.1% |
| 202 | 10 | < 0.1% |
| 201 | 14 | 0.1% |
| 200 | 10 | < 0.1% |
| 199 | 20 | 0.1% |
| 198 | 64 | |
| 197 | 71 | |
| 196 | 156 |
weight_lbs
Real number (ℝ)
High correlation
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165.39946 |
| Minimum | 108 |
|---|---|
| Maximum | 231 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 108 |
|---|---|
| 5-th percentile | 141 |
| Q1 | 154 |
| median | 165 |
| Q3 | 176 |
| 95-th percentile | 192 |
| Maximum | 231 |
| Range | 123 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 15.411979 |
|---|---|
| Coefficient of variation (CV) | 0.093180347 |
| Kurtosis | 0.071041754 |
| Mean | 165.39946 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.19862655 |
| Sum | 3652020 |
| Variance | 237.52909 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 165 | 1775 | 8.0% |
| 154 | 1694 | 7.7% |
| 176 | 1329 | 6.0% |
| 159 | 1252 | 5.7% |
| 172 | 1247 | 5.6% |
| 161 | 1169 | 5.3% |
| 163 | 1102 | 5.0% |
| 168 | 1057 | 4.8% |
| 170 | 949 | 4.3% |
| 150 | 864 | 3.9% |
| Other values (45) | 9642 |
| Value | Count | Frequency (%) |
| 108 | 1 | < 0.1% |
| 115 | 1 | < 0.1% |
| 117 | 2 | < 0.1% |
| 119 | 5 | < 0.1% |
| 121 | 14 | 0.1% |
| 123 | 18 | 0.1% |
| 126 | 27 | 0.1% |
| 128 | 50 | 0.2% |
| 130 | 46 | 0.2% |
| 132 | 204 |
| Value | Count | Frequency (%) |
| 231 | 1 | < 0.1% |
| 229 | 2 | < 0.1% |
| 227 | 1 | < 0.1% |
| 225 | 3 | < 0.1% |
| 223 | 2 | < 0.1% |
| 220 | 5 | < 0.1% |
| 218 | 6 | < 0.1% |
| 216 | 12 | |
| 214 | 13 | |
| 212 | 21 |
position
Categorical
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| CB | |
|---|---|
| ST | |
| CM | |
| GK | |
| CDM | |
| Other values (10) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1718297 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ST |
|---|---|
| 2nd row | CM |
| 3rd row | ST |
| 4th row | CF |
| 5th row | RW |
Common Values
| Value | Count | Frequency (%) |
| CB | 3876 | |
| ST | 3113 | |
| CM | 2590 | |
| GK | 2430 | |
| CDM | 1829 | |
| RB | 1416 | 6.4% |
| LB | 1379 | 6.2% |
| CAM | 1267 | 5.7% |
| RM | 1145 | 5.2% |
| LM | 1143 | 5.2% |
| Other values (5) | 1892 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| cb | 3876 | |
| st | 3113 | |
| cm | 2590 | |
| gk | 2430 | |
| cdm | 1829 | |
| rb | 1416 | 6.4% |
| lb | 1379 | 6.2% |
| cam | 1267 | 5.7% |
| rm | 1145 | 5.2% |
| lm | 1143 | 5.2% |
| Other values (5) | 1892 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 9702 | |
| M | 7974 | |
| B | 7369 | |
| R | 3454 | 7.2% |
| L | 3381 | 7.1% |
| T | 3113 | 6.5% |
| S | 3113 | 6.5% |
| K | 2430 | 5.1% |
| G | 2430 | 5.1% |
| D | 1829 | 3.8% |
| Other values (3) | 3159 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47954 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 9702 | |
| M | 7974 | |
| B | 7369 | |
| R | 3454 | 7.2% |
| L | 3381 | 7.1% |
| T | 3113 | 6.5% |
| S | 3113 | 6.5% |
| K | 2430 | 5.1% |
| G | 2430 | 5.1% |
| D | 1829 | 3.8% |
| Other values (3) | 3159 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47954 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 9702 | |
| M | 7974 | |
| B | 7369 | |
| R | 3454 | 7.2% |
| L | 3381 | 7.1% |
| T | 3113 | 6.5% |
| S | 3113 | 6.5% |
| K | 2430 | 5.1% |
| G | 2430 | 5.1% |
| D | 1829 | 3.8% |
| Other values (3) | 3159 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47954 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 9702 | |
| M | 7974 | |
| B | 7369 | |
| R | 3454 | 7.2% |
| L | 3381 | 7.1% |
| T | 3113 | 6.5% |
| S | 3113 | 6.5% |
| K | 2430 | 5.1% |
| G | 2430 | 5.1% |
| D | 1829 | 3.8% |
| Other values (3) | 3159 | 6.6% |
overall
Real number (ℝ)
High correlation
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.223958 |
| Minimum | 46 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 61 |
| median | 65 |
| Q3 | 70 |
| 95-th percentile | 76 |
| Maximum | 91 |
| Range | 45 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.804443 |
|---|---|
| Coefficient of variation (CV) | 0.10432429 |
| Kurtosis | 0.17612723 |
| Mean | 65.223958 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.061983962 |
| Sum | 1440145 |
| Variance | 46.300445 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 64 | 1494 | 6.8% |
| 66 | 1489 | 6.7% |
| 65 | 1482 | 6.7% |
| 67 | 1387 | 6.3% |
| 63 | 1358 | 6.2% |
| 62 | 1208 | 5.5% |
| 68 | 1166 | 5.3% |
| 69 | 1069 | 4.8% |
| 70 | 977 | 4.4% |
| 61 | 914 | 4.1% |
| Other values (36) | 9536 |
| Value | Count | Frequency (%) |
| 46 | 13 | 0.1% |
| 47 | 35 | 0.2% |
| 48 | 53 | 0.2% |
| 49 | 86 | 0.4% |
| 50 | 155 | 0.7% |
| 51 | 185 | |
| 52 | 288 | |
| 53 | 329 | |
| 54 | 388 | |
| 55 | 416 |
| Value | Count | Frequency (%) |
| 91 | 5 | < 0.1% |
| 90 | 1 | < 0.1% |
| 89 | 11 | < 0.1% |
| 88 | 10 | < 0.1% |
| 87 | 9 | < 0.1% |
| 86 | 22 | 0.1% |
| 85 | 32 | 0.1% |
| 84 | 51 | |
| 83 | 55 | |
| 82 | 83 |
potential
Real number (ℝ)
High correlation
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.458107 |
| Minimum | 46 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 61 |
| Q1 | 66 |
| median | 70 |
| Q3 | 74 |
| 95-th percentile | 81 |
| Maximum | 95 |
| Range | 49 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.1478133 |
|---|---|
| Coefficient of variation (CV) | 0.087254875 |
| Kurtosis | 0.097018406 |
| Mean | 70.458107 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.16884268 |
| Sum | 1555715 |
| Variance | 37.795609 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 70 | 1487 | 6.7% |
| 68 | 1463 | 6.6% |
| 69 | 1434 | 6.5% |
| 72 | 1346 | 6.1% |
| 71 | 1322 | 6.0% |
| 67 | 1284 | 5.8% |
| 74 | 1254 | 5.7% |
| 73 | 1235 | 5.6% |
| 66 | 1210 | 5.5% |
| 65 | 1059 | 4.8% |
| Other values (38) | 8986 |
| Value | Count | Frequency (%) |
| 46 | 1 | < 0.1% |
| 48 | 2 | < 0.1% |
| 49 | 2 | < 0.1% |
| 50 | 4 | < 0.1% |
| 51 | 11 | < 0.1% |
| 52 | 17 | 0.1% |
| 53 | 17 | 0.1% |
| 54 | 50 | |
| 55 | 51 | |
| 56 | 78 |
| Value | Count | Frequency (%) |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 5 | < 0.1% |
| 91 | 10 | < 0.1% |
| 90 | 13 | 0.1% |
| 89 | 33 | 0.1% |
| 88 | 32 | 0.1% |
| 87 | 38 | 0.2% |
| 86 | 93 | |
| 85 | 106 |
Value_millions
Text
| Distinct | 248 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 3.4772192 |
| Min length | 1 |
Unique
| Unique | 43 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 190,5 |
|---|---|
| 2nd row | 107,5 |
| 3rd row | 84 |
| 4th row | 64 |
| 5th row | 54 |
| Value | Count | Frequency (%) |
| 1,1 | 758 | 3.4% |
| 1,2 | 728 | 3.3% |
| 1 | 646 | 2.9% |
| 1,3 | 620 | 2.8% |
| 1,6 | 545 | 2.5% |
| 0,475 | 503 | 2.3% |
| 1,4 | 483 | 2.2% |
| 0,5 | 479 | 2.2% |
| 1,5 | 464 | 2.1% |
| 1,9 | 435 | 2.0% |
| Other values (238) | 16419 |
Most occurring characters
| Value | Count | Frequency (%) |
| , | 19915 | |
| 0 | 12263 | |
| 5 | 10830 | |
| 1 | 8811 | |
| 2 | 7325 | 9.5% |
| 7 | 4608 | 6.0% |
| 3 | 3769 | 4.9% |
| 4 | 3076 | 4.0% |
| 6 | 2404 | 3.1% |
| 9 | 1898 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 76777 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| , | 19915 | |
| 0 | 12263 | |
| 5 | 10830 | |
| 1 | 8811 | |
| 2 | 7325 | 9.5% |
| 7 | 4608 | 6.0% |
| 3 | 3769 | 4.9% |
| 4 | 3076 | 4.0% |
| 6 | 2404 | 3.1% |
| 9 | 1898 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 76777 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| , | 19915 | |
| 0 | 12263 | |
| 5 | 10830 | |
| 1 | 8811 | |
| 2 | 7325 | 9.5% |
| 7 | 4608 | 6.0% |
| 3 | 3769 | 4.9% |
| 4 | 3076 | 4.0% |
| 6 | 2404 | 3.1% |
| 9 | 1898 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 76777 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| , | 19915 | |
| 0 | 12263 | |
| 5 | 10830 | |
| 1 | 8811 | |
| 2 | 7325 | 9.5% |
| 7 | 4608 | 6.0% |
| 3 | 3769 | 4.9% |
| 4 | 3076 | 4.0% |
| 6 | 2404 | 3.1% |
| 9 | 1898 | 2.5% |
pref_foot
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Right | |
|---|---|
| Left |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7578351 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Right |
|---|---|
| 2nd row | Right |
| 3rd row | Right |
| 4th row | Right |
| 5th row | Left |
Common Values
| Value | Count | Frequency (%) |
| Right | 16733 | |
| Left | 5347 | 24.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| right | 16733 | |
| left | 5347 | 24.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 22080 | |
| R | 16733 | |
| g | 16733 | |
| i | 16733 | |
| h | 16733 | |
| L | 5347 | 5.1% |
| e | 5347 | 5.1% |
| f | 5347 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 105053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 22080 | |
| R | 16733 | |
| g | 16733 | |
| i | 16733 | |
| h | 16733 | |
| L | 5347 | 5.1% |
| e | 5347 | 5.1% |
| f | 5347 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 105053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 22080 | |
| R | 16733 | |
| g | 16733 | |
| i | 16733 | |
| h | 16733 | |
| L | 5347 | 5.1% |
| e | 5347 | 5.1% |
| f | 5347 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 105053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 22080 | |
| R | 16733 | |
| g | 16733 | |
| i | 16733 | |
| h | 16733 | |
| L | 5347 | 5.1% |
| e | 5347 | 5.1% |
| f | 5347 | 5.1% |
weak_foot
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 5 | 355 |
| 1 | 206 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 5 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 13651 | |
| 2 | 4826 | 21.9% |
| 4 | 3042 | 13.8% |
| 5 | 355 | 1.6% |
| 1 | 206 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 13651 | |
| 2 | 4826 | 21.9% |
| 4 | 3042 | 13.8% |
| 5 | 355 | 1.6% |
| 1 | 206 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 13651 | |
| 2 | 4826 | 21.9% |
| 4 | 3042 | 13.8% |
| 5 | 355 | 1.6% |
| 1 | 206 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 13651 | |
| 2 | 4826 | 21.9% |
| 4 | 3042 | 13.8% |
| 5 | 355 | 1.6% |
| 1 | 206 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 13651 | |
| 2 | 4826 | 21.9% |
| 4 | 3042 | 13.8% |
| 5 | 355 | 1.6% |
| 1 | 206 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 13651 | |
| 2 | 4826 | 21.9% |
| 4 | 3042 | 13.8% |
| 5 | 355 | 1.6% |
| 1 | 206 | 0.9% |
skill_moves
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 2 | |
|---|---|
| 3 | |
| 1 | |
| 4 | |
| 5 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 10626 | |
| 3 | 7660 | |
| 1 | 2430 | 11.0% |
| 4 | 1313 | 5.9% |
| 5 | 51 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 10626 | |
| 3 | 7660 | |
| 1 | 2430 | 11.0% |
| 4 | 1313 | 5.9% |
| 5 | 51 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 10626 | |
| 3 | 7660 | |
| 1 | 2430 | 11.0% |
| 4 | 1313 | 5.9% |
| 5 | 51 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 10626 | |
| 3 | 7660 | |
| 1 | 2430 | 11.0% |
| 4 | 1313 | 5.9% |
| 5 | 51 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 10626 | |
| 3 | 7660 | |
| 1 | 2430 | 11.0% |
| 4 | 1313 | 5.9% |
| 5 | 51 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 10626 | |
| 3 | 7660 | |
| 1 | 2430 | 11.0% |
| 4 | 1313 | 5.9% |
| 5 | 51 | 0.2% |
international_reputation
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 1 | |
|---|---|
| 2 | 949 |
| 3 | 260 |
| 4 | 55 |
| 5 | 7 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 5 |
| 4th row | 4 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 20809 | |
| 2 | 949 | 4.3% |
| 3 | 260 | 1.2% |
| 4 | 55 | 0.2% |
| 5 | 7 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 20809 | |
| 2 | 949 | 4.3% |
| 3 | 260 | 1.2% |
| 4 | 55 | 0.2% |
| 5 | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20809 | |
| 2 | 949 | 4.3% |
| 3 | 260 | 1.2% |
| 4 | 55 | 0.2% |
| 5 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20809 | |
| 2 | 949 | 4.3% |
| 3 | 260 | 1.2% |
| 4 | 55 | 0.2% |
| 5 | 7 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20809 | |
| 2 | 949 | 4.3% |
| 3 | 260 | 1.2% |
| 4 | 55 | 0.2% |
| 5 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22080 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20809 | |
| 2 | 949 | 4.3% |
| 3 | 260 | 1.2% |
| 4 | 55 | 0.2% |
| 5 | 7 | < 0.1% |
Attacking_work_rate
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Medium | |
|---|---|
| High | |
| Low | 1434 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.2721014 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High |
|---|---|
| 2nd row | High |
| 3rd row | High |
| 4th row | Medium |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Medium | 14761 | |
| High | 5885 | 26.7% |
| Low | 1434 | 6.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 14761 | |
| high | 5885 | 26.7% |
| low | 1434 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 20646 | |
| M | 14761 | |
| e | 14761 | |
| d | 14761 | |
| u | 14761 | |
| m | 14761 | |
| H | 5885 | 5.1% |
| g | 5885 | 5.1% |
| h | 5885 | 5.1% |
| L | 1434 | 1.2% |
| Other values (2) | 2868 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 116408 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 20646 | |
| M | 14761 | |
| e | 14761 | |
| d | 14761 | |
| u | 14761 | |
| m | 14761 | |
| H | 5885 | 5.1% |
| g | 5885 | 5.1% |
| h | 5885 | 5.1% |
| L | 1434 | 1.2% |
| Other values (2) | 2868 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 116408 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 20646 | |
| M | 14761 | |
| e | 14761 | |
| d | 14761 | |
| u | 14761 | |
| m | 14761 | |
| H | 5885 | 5.1% |
| g | 5885 | 5.1% |
| h | 5885 | 5.1% |
| L | 1434 | 1.2% |
| Other values (2) | 2868 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 116408 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 20646 | |
| M | 14761 | |
| e | 14761 | |
| d | 14761 | |
| u | 14761 | |
| m | 14761 | |
| H | 5885 | 5.1% |
| g | 5885 | 5.1% |
| h | 5885 | 5.1% |
| L | 1434 | 1.2% |
| Other values (2) | 2868 | 2.5% |
Defensive_work_rate
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Medium | |
|---|---|
| High | |
| Low |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.3653533 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | Medium |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Medium | 16169 | |
| High | 3720 | 16.8% |
| Low | 2191 | 9.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 16169 | |
| high | 3720 | 16.8% |
| low | 2191 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 22080 | ||
| i | 19889 | |
| M | 16169 | |
| e | 16169 | |
| d | 16169 | |
| u | 16169 | |
| m | 16169 | |
| H | 3720 | 2.6% |
| g | 3720 | 2.6% |
| h | 3720 | 2.6% |
| Other values (3) | 6573 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 140547 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 22080 | ||
| i | 19889 | |
| M | 16169 | |
| e | 16169 | |
| d | 16169 | |
| u | 16169 | |
| m | 16169 | |
| H | 3720 | 2.6% |
| g | 3720 | 2.6% |
| h | 3720 | 2.6% |
| Other values (3) | 6573 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 140547 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 22080 | ||
| i | 19889 | |
| M | 16169 | |
| e | 16169 | |
| d | 16169 | |
| u | 16169 | |
| m | 16169 | |
| H | 3720 | 2.6% |
| g | 3720 | 2.6% |
| h | 3720 | 2.6% |
| Other values (3) | 6573 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 140547 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 22080 | ||
| i | 19889 | |
| M | 16169 | |
| e | 16169 | |
| d | 16169 | |
| u | 16169 | |
| m | 16169 | |
| H | 3720 | 2.6% |
| g | 3720 | 2.6% |
| h | 3720 | 2.6% |
| Other values (3) | 6573 | 4.7% |
body_type
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| Normal (170-185) | |
|---|---|
| Normal (185+) | |
| Lean (170-185) | |
| Lean (185+) | |
| Normal (170-) | |
| Other values (5) |
Length
| Max length | 16 |
|---|---|
| Median length | 14 |
| Mean length | 14.034601 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unique |
|---|---|
| 2nd row | Unique |
| 3rd row | Unique |
| 4th row | Normal (170-185) |
| 5th row | Unique |
Common Values
| Value | Count | Frequency (%) |
| Normal (170-185) | 7629 | |
| Normal (185+) | 4873 | |
| Lean (170-185) | 4636 | |
| Lean (185+) | 2351 | 10.6% |
| Normal (170-) | 785 | 3.6% |
| Stocky (170-185) | 639 | 2.9% |
| Lean (170-) | 492 | 2.2% |
| Stocky (185+) | 437 | 2.0% |
| Unique | 130 | 0.6% |
| Stocky (170-) | 108 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 13287 | |
| 170-185 | 12904 | |
| 185 | 7661 | |
| lean | 7479 | |
| 170 | 1385 | 3.1% |
| stocky | 1184 | 2.7% |
| unique | 130 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 34854 | 11.2% |
| ( | 21950 | 7.1% |
| 21950 | 7.1% | |
| ) | 21950 | 7.1% |
| a | 20766 | 6.7% |
| 8 | 20565 | 6.6% |
| 5 | 20565 | 6.6% |
| o | 14471 | 4.7% |
| - | 14289 | 4.6% |
| 0 | 14289 | 4.6% |
| Other values (18) | 104235 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 309884 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 34854 | 11.2% |
| ( | 21950 | 7.1% |
| 21950 | 7.1% | |
| ) | 21950 | 7.1% |
| a | 20766 | 6.7% |
| 8 | 20565 | 6.6% |
| 5 | 20565 | 6.6% |
| o | 14471 | 4.7% |
| - | 14289 | 4.6% |
| 0 | 14289 | 4.6% |
| Other values (18) | 104235 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 309884 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 34854 | 11.2% |
| ( | 21950 | 7.1% |
| 21950 | 7.1% | |
| ) | 21950 | 7.1% |
| a | 20766 | 6.7% |
| 8 | 20565 | 6.6% |
| 5 | 20565 | 6.6% |
| o | 14471 | 4.7% |
| - | 14289 | 4.6% |
| 0 | 14289 | 4.6% |
| Other values (18) | 104235 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 309884 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 34854 | 11.2% |
| ( | 21950 | 7.1% |
| 21950 | 7.1% | |
| ) | 21950 | 7.1% |
| a | 20766 | 6.7% |
| 8 | 20565 | 6.6% |
| 5 | 20565 | 6.6% |
| o | 14471 | 4.7% |
| - | 14289 | 4.6% |
| 0 | 14289 | 4.6% |
| Other values (18) | 104235 |
club_country
Text
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
Length
| Max length | 20 |
|---|---|
| Median length | 19 |
| Mean length | 7.599683 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | France |
|---|---|
| 2nd row | England |
| 3rd row | Spain |
| 4th row | Spain |
| 5th row | France |
| Value | Count | Frequency (%) |
| england | 2741 | 10.8% |
| germany | 1700 | 6.7% |
| spain | 1355 | 5.3% |
| italy | 1178 | 4.6% |
| france | 1167 | 4.6% |
| argentina | 949 | 3.7% |
| united | 860 | 3.4% |
| states | 832 | 3.3% |
| republic | 814 | 3.2% |
| pr | 600 | 2.4% |
| Other values (53) | 13176 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 22458 | 13.4% |
| n | 17625 | 10.5% |
| e | 13308 | 7.9% |
| r | 10826 | 6.5% |
| l | 10197 | 6.1% |
| i | 10002 | 6.0% |
| d | 7591 | 4.5% |
| t | 7372 | 4.4% |
| u | 5799 | 3.5% |
| g | 5466 | 3.3% |
| Other values (36) | 57157 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 167801 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 22458 | 13.4% |
| n | 17625 | 10.5% |
| e | 13308 | 7.9% |
| r | 10826 | 6.5% |
| l | 10197 | 6.1% |
| i | 10002 | 6.0% |
| d | 7591 | 4.5% |
| t | 7372 | 4.4% |
| u | 5799 | 3.5% |
| g | 5466 | 3.3% |
| Other values (36) | 57157 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 167801 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 22458 | 13.4% |
| n | 17625 | 10.5% |
| e | 13308 | 7.9% |
| r | 10826 | 6.5% |
| l | 10197 | 6.1% |
| i | 10002 | 6.0% |
| d | 7591 | 4.5% |
| t | 7372 | 4.4% |
| u | 5799 | 3.5% |
| g | 5466 | 3.3% |
| Other values (36) | 57157 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 167801 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 22458 | 13.4% |
| n | 17625 | 10.5% |
| e | 13308 | 7.9% |
| r | 10826 | 6.5% |
| l | 10197 | 6.1% |
| i | 10002 | 6.0% |
| d | 7591 | 4.5% |
| t | 7372 | 4.4% |
| u | 5799 | 3.5% |
| g | 5466 | 3.3% |
| Other values (36) | 57157 |
club_name
Text
| Distinct | 732 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
Length
| Max length | 24 |
|---|---|
| Median length | 18 |
| Mean length | 10.948822 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Paris Saint Germain |
|---|---|
| 2nd row | Manchester City |
| 3rd row | Fc Barcelona |
| 4th row | Real Madrid |
| 5th row | Paris Saint Germain |
| Value | Count | Frequency (%) |
| united | 765 | 2.1% |
| city | 621 | 1.7% |
| fc | 470 | 1.3% |
| al | 467 | 1.3% |
| town | 364 | 1.0% |
| de | 281 | 0.8% |
| real | 239 | 0.7% |
| rovers | 222 | 0.6% |
| deportivo | 221 | 0.6% |
| sporting | 216 | 0.6% |
| Other values (926) | 31865 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 21737 | 9.0% |
| e | 21237 | 8.8% |
| n | 16804 | 7.0% |
| r | 15909 | 6.6% |
| i | 14839 | 6.1% |
| o | 14761 | 6.1% |
| 13651 | 5.6% | |
| t | 12015 | 5.0% |
| l | 11689 | 4.8% |
| s | 9441 | 3.9% |
| Other values (86) | 89667 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 241750 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 21737 | 9.0% |
| e | 21237 | 8.8% |
| n | 16804 | 7.0% |
| r | 15909 | 6.6% |
| i | 14839 | 6.1% |
| o | 14761 | 6.1% |
| 13651 | 5.6% | |
| t | 12015 | 5.0% |
| l | 11689 | 4.8% |
| s | 9441 | 3.9% |
| Other values (86) | 89667 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 241750 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 21737 | 9.0% |
| e | 21237 | 8.8% |
| n | 16804 | 7.0% |
| r | 15909 | 6.6% |
| i | 14839 | 6.1% |
| o | 14761 | 6.1% |
| 13651 | 5.6% | |
| t | 12015 | 5.0% |
| l | 11689 | 4.8% |
| s | 9441 | 3.9% |
| Other values (86) | 89667 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 241750 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 21737 | 9.0% |
| e | 21237 | 8.8% |
| n | 16804 | 7.0% |
| r | 15909 | 6.6% |
| i | 14839 | 6.1% |
| o | 14761 | 6.1% |
| 13651 | 5.6% | |
| t | 12015 | 5.0% |
| l | 11689 | 4.8% |
| s | 9441 | 3.9% |
| Other values (86) | 89667 |
club_overall
Real number (ℝ)
High correlation
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.295743 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 19 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 172.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 61 |
| Q1 | 65 |
| median | 68 |
| Q3 | 71 |
| 95-th percentile | 78 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.3585547 |
|---|---|
| Coefficient of variation (CV) | 0.078461035 |
| Kurtosis | 22.516994 |
| Mean | 68.295743 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.233215 |
| Sum | 1507970 |
| Variance | 28.714108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 69 | 2674 | |
| 67 | 2050 | 9.3% |
| 65 | 1921 | 8.7% |
| 66 | 1752 | 7.9% |
| 68 | 1744 | 7.9% |
| 70 | 1677 | 7.6% |
| 64 | 1610 | 7.3% |
| 63 | 1123 | 5.1% |
| 71 | 923 | 4.2% |
| 61 | 684 | 3.1% |
| Other values (24) | 5922 |
| Value | Count | Frequency (%) |
| 0 | 19 | 0.1% |
| 52 | 4 | < 0.1% |
| 54 | 31 | 0.1% |
| 55 | 29 | 0.1% |
| 56 | 44 | 0.2% |
| 57 | 62 | 0.3% |
| 58 | 131 | 0.6% |
| 59 | 68 | 0.3% |
| 60 | 170 | 0.8% |
| 61 | 684 |
| Value | Count | Frequency (%) |
| 85 | 96 | 0.4% |
| 84 | 65 | 0.3% |
| 83 | 139 | 0.6% |
| 82 | 93 | 0.4% |
| 81 | 112 | 0.5% |
| 80 | 121 | 0.5% |
| 79 | 304 | |
| 78 | 249 | |
| 77 | 360 | |
| 76 | 550 |
Interactions
Correlations
| Attacking_work_rate | Defensive_work_rate | age | body_type | club_overall | height_cm | international_reputation | overall | player_id | position | potential | pref_foot | skill_moves | weak_foot | weight_lbs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Attacking_work_rate | 1.000 | 0.162 | 0.097 | 0.166 | 0.057 | 0.176 | 0.036 | 0.135 | 0.092 | 0.350 | 0.103 | 0.065 | 0.284 | 0.127 | 0.143 |
| Defensive_work_rate | 0.162 | 1.000 | 0.109 | 0.086 | 0.037 | 0.076 | 0.047 | 0.118 | 0.098 | 0.340 | 0.046 | 0.029 | 0.213 | 0.073 | 0.062 |
| age | 0.097 | 0.109 | 1.000 | 0.073 | 0.024 | 0.065 | 0.139 | 0.501 | -0.786 | 0.057 | -0.282 | 0.025 | 0.099 | 0.055 | 0.217 |
| body_type | 0.166 | 0.086 | 0.073 | 1.000 | 0.124 | 0.441 | 0.283 | 0.182 | 0.070 | 0.209 | 0.113 | 0.078 | 0.244 | 0.083 | 0.285 |
| club_overall | 0.057 | 0.037 | 0.024 | 0.124 | 1.000 | 0.055 | 0.213 | 0.590 | -0.116 | 0.040 | 0.656 | 0.020 | 0.122 | 0.059 | 0.063 |
| height_cm | 0.176 | 0.076 | 0.065 | 0.441 | 0.055 | 1.000 | 0.020 | 0.028 | -0.070 | 0.219 | 0.021 | 0.081 | 0.239 | 0.084 | 0.758 |
| international_reputation | 0.036 | 0.047 | 0.139 | 0.283 | 0.213 | 0.020 | 1.000 | 0.422 | 0.198 | 0.042 | 0.233 | 0.000 | 0.167 | 0.075 | 0.076 |
| overall | 0.135 | 0.118 | 0.501 | 0.182 | 0.590 | 0.028 | 0.422 | 1.000 | -0.545 | 0.050 | 0.585 | 0.052 | 0.227 | 0.112 | 0.129 |
| player_id | 0.092 | 0.098 | -0.786 | 0.070 | -0.116 | -0.070 | 0.198 | -0.545 | 1.000 | 0.040 | 0.082 | 0.028 | 0.124 | 0.071 | -0.171 |
| position | 0.350 | 0.340 | 0.057 | 0.209 | 0.040 | 0.219 | 0.042 | 0.050 | 0.040 | 1.000 | 0.041 | 0.501 | 0.583 | 0.187 | 0.196 |
| potential | 0.103 | 0.046 | -0.282 | 0.113 | 0.656 | 0.021 | 0.233 | 0.585 | 0.082 | 0.041 | 1.000 | 0.040 | 0.168 | 0.080 | -0.012 |
| pref_foot | 0.065 | 0.029 | 0.025 | 0.078 | 0.020 | 0.081 | 0.000 | 0.052 | 0.028 | 0.501 | 0.040 | 1.000 | 0.109 | 0.092 | 0.082 |
| skill_moves | 0.284 | 0.213 | 0.099 | 0.244 | 0.122 | 0.239 | 0.167 | 0.227 | 0.124 | 0.583 | 0.168 | 0.109 | 1.000 | 0.200 | 0.197 |
| weak_foot | 0.127 | 0.073 | 0.055 | 0.083 | 0.059 | 0.084 | 0.075 | 0.112 | 0.071 | 0.187 | 0.080 | 0.092 | 0.200 | 1.000 | 0.068 |
| weight_lbs | 0.143 | 0.062 | 0.217 | 0.285 | 0.063 | 0.758 | 0.076 | 0.129 | -0.171 | 0.196 | -0.012 | 0.082 | 0.197 | 0.068 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| player_id | player_name | age | country | height_cm | weight_lbs | position | overall | potential | Value_millions | pref_foot | weak_foot | skill_moves | international_reputation | Attacking_work_rate | Defensive_work_rate | body_type | club_country | club_name | club_overall | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 231747 | Kylian Mbappé Lottin | 23 | France | 182 | 161 | ST | 91 | 95 | 190,5 | Right | 4 | 5 | 4 | High | Low | Unique | France | Paris Saint Germain | 84 |
| 1 | 192985 | Kevin De Bruyne | 31 | Belgium | 181 | 165 | CM | 91 | 91 | 107,5 | Right | 5 | 4 | 4 | High | Medium | Unique | England | Manchester City | 85 |
| 2 | 188545 | Robert Lewandowski | 33 | Poland | 185 | 179 | ST | 91 | 91 | 84 | Right | 4 | 4 | 5 | High | Medium | Unique | Spain | Fc Barcelona | 83 |
| 3 | 165153 | Karim Benzema | 34 | France | 185 | 179 | CF | 91 | 91 | 64 | Right | 4 | 4 | 4 | Medium | Medium | Normal (170-185) | Spain | Real Madrid | 85 |
| 4 | 158023 | Lionel Andrés Messi Cuccittini | 35 | Argentina | 169 | 148 | RW | 91 | 91 | 54 | Left | 4 | 4 | 5 | Low | Low | Unique | France | Paris Saint Germain | 84 |
| 5 | 239085 | Erling Braut Haaland | 21 | Norway | 195 | 207 | ST | 89 | 94 | 160 | Left | 3 | 3 | 4 | High | Medium | Unique | England | Manchester City | 85 |
| 6 | 192119 | Thibaut Nicolas Marc Courtois | 30 | Belgium | 199 | 212 | GK | 90 | 91 | 90 | Left | 3 | 1 | 4 | Medium | Medium | Unique | Spain | Real Madrid | 85 |
| 7 | 212831 | Alisson Ramsés Becker | 29 | Brazil | 193 | 201 | GK | 89 | 90 | 79 | Right | 3 | 1 | 3 | Medium | Medium | Unique | England | Liverpool | 84 |
| 8 | 212622 | Joshua Walter Kimmich | 27 | Germany | 177 | 165 | CDM | 89 | 90 | 105,5 | Right | 4 | 3 | 4 | High | Medium | Normal (170-185) | Germany | Fc Bayern München | 85 |
| 9 | 209331 | Mohamed Salah Ghaly | 30 | Egypt | 175 | 157 | RW | 89 | 89 | 99,5 | Left | 3 | 4 | 4 | High | Medium | Unique | England | Liverpool | 84 |
| player_id | player_name | age | country | height_cm | weight_lbs | position | overall | potential | Value_millions | pref_foot | weak_foot | skill_moves | international_reputation | Attacking_work_rate | Defensive_work_rate | body_type | club_country | club_name | club_overall | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22070 | 267824 | Daithí McCallion | 17 | Republic of Ireland | 178 | 143 | CB | 47 | 61 | 0,1 | Right | 3 | 2 | 1 | Medium | Medium | Lean (170-185) | Northern Ireland | Derry City | 61 |
| 22071 | 261424 | Nabin Rabha | 25 | India | 176 | 146 | LB | 47 | 50 | 0,06 | Left | 3 | 2 | 1 | Medium | Medium | Lean (170-185) | India | Northeast United | 57 |
| 22072 | 265566 | Subhadip Majhi | 23 | India | 175 | 154 | CM | 47 | 55 | 0,1 | Right | 3 | 2 | 1 | Medium | Medium | Normal (170-185) | India | Chennaiyin | 59 |
| 22073 | 255856 | Sandip Mandi | 20 | India | 174 | 161 | LB | 47 | 58 | 0,1 | Left | 3 | 2 | 1 | Medium | Medium | Normal (170-185) | India | Jamshedpur | 58 |
| 22074 | 271587 | Turki Mohammed Al-Dhafiri | 19 | Saudi Arabia | 174 | 148 | LW | 47 | 59 | 0,11 | Left | 3 | 2 | 1 | Medium | Medium | Normal (170-185) | Saudi Arabia | Al Batin | 63 |
| 22075 | 261876 | Conan Noonan | 19 | Republic of Ireland | 180 | 148 | ST | 52 | 63 | 0,17 | Right | 3 | 2 | 1 | Medium | Medium | Lean (170-185) | Republic of Ireland | Shamrock Rovers | 63 |
| 22076 | 254232 | Mohammed Asif Khan | 21 | India | 171 | 121 | CAM | 46 | 58 | 0,12 | Right | 2 | 2 | 1 | Low | Medium | Lean (170-185) | India | Mumbai City | 62 |
| 22077 | 259213 | Antonio D'Silva | 22 | India | 182 | 161 | GK | 51 | 61 | 0,11 | Right | 3 | 1 | 1 | Medium | Medium | Normal (170-185) | India | Odisha Fc | 58 |
| 22078 | 258802 | Bhupender Singh | 22 | India | 172 | 157 | RM | 46 | 54 | 0,11 | Right | 2 | 2 | 1 | Medium | Medium | Lean (170-185) | India | Jamshedpur | 58 |
| 22079 | 271608 | Aqeel Al Dhafeeri | 17 | Saudi Arabia | 180 | 154 | CB | 46 | 63 | 0,11 | Right | 3 | 2 | 1 | Medium | Medium | Lean (170-185) | Saudi Arabia | Al Batin | 59 |